| Vol-3038 urn:nbn:de:0074-3038-4 Copyright © 2021 for the individual papers by the papers' authors. Copyright © 2020 for the volume as a collection by its editors. This volume and its papers are published under the Creative Commons License Attribution 4.0 International (CC BY 4.0).

# IDDM 2021
Informatics & Data-Driven Medicine

### Proceedings of the 4th International Conference on Informatics & Data-Driven Medicine

### Valencia, Spain, November 19 - 21, 2021.

Edited by

### Nataliya Shakhovska *
Addisson Salazar **
Ivan Izonin ***
Jaime Campos ****

* Lviv Polytechnic National University, Lviv, Ukraine
** Polytechnic University of Valencia, Valencia, Spain
*** Lviv Polytechnic National University, Lviv, Ukraine
**** Linnaeus University, Växjö, Sweden

## Table of Contents

- Preface
  Summary: There were 79 papers submitted for peer-review to this conference. Out of these, 31 papers were accepted for this volume, 20 as regular papers and 11 as short papers.
- Generalized Neo-Fuzzy-Neuron with Membership Functions of Special Type in Medical Diagnostics 1-10
  Yevgeniy Bodyanskiy, Olha Chala,
- Method of Developing the Defect-Free Medical Software by Establishing the Presence of Residual Defects 11-21
  Tetiana Hovorushchenko, Peter Popov
- Automatic Segmentation of Immunohistochemical Images based on U-NET Architectures 22-33
  Oleh Berezsky, Oleh Pitsun, Bohdan Derysh, Tamara Datsko, Kateryna Berezka , Nadiya Savka
- Implementation of Reinforcement Learning Strategies in the Synthesis of Neuromodels to Solve Medical Diagnostics Tasks 34-43
  Serhii Leoshchenko, Andrii Oliinyk, Sergey Subbotin, Viktor Lytvyn, Oleksandr Korniienko
- Biological Data Mining and Its Applications in Pulmonology 44-53
  Oleksandr Komlevoi, Nataliia Komleva, Vira Liubchenko, Svitlana Zinovatna
- Electrical Probe-Signal Processing and Criterion for the Determination of Time Parameters of the Teeth Filling Material Polymerization Process in Dentistry 54-63
  Vyacheslav Nykytyuk, Vasyl Dozorskyy, Nataliia Kunanets, Volodymyr Pasichnyk, Oleksandr Matsiuk , Ihor Bodnarchuk
- Method of Intelligent Diagnosis of Covid-19 Based on a Neural Network of Generalized Bell-Shaped Functions and Fuzzy Logic 64-76
  Eugene Fedorov, Jihed Draouil, Kostiantyn Rudakov, Hamza Alrababah, Tetyana Utkina, Ihor Zubko
- Mathematical Modelling of an Epidemic Based on Covid-19 Spread Functions 77-85
  Kateryna Molodetska, Yuriy Tymonin
- Simulation of Cyclic Signals (Generalized Approach) 86-92
  Serhii Lupenko, Iaroslav Lytvynenko, Volodymyr Hotovych
- Modification of Infection Disease Model to Take into account Diffusion Perturbation in the Conditions of Temperature Reaction of the Organism 93-99
  Andrii Bomba, Serhii Baranovsky, Oksana Blavatska, Larysa Bachyshyna
- Seizure Prediction using Two-Dimensional Discrete Wavelet Transform and Convolution Neural Networks 100-108
  Gehan Mohamed, Hassan Eldib, Maha Sharkas
- Toward Reference Architecture of Control System Socio-Epidemic Processes of Emergent Infections 109-115
  Vil Bakirov, Dmytro Chumachenko, Tetiana Chumachenko, Sergey Lvov, Olena Muradyan, Grygoriy Zholtkevych
- Deep Learning Approaches for COVID – 19 Diagnosis 116-126
  Chetan Sagarnal, Shridhar B.Devamane, Ravi Hosamani, Trupthi Rao
- Hybrid Expert System for Collaborative Decision-Making in Transportation Services of Healthcare Needs 127-135
  Tetiana Shmelova, Oleksandr Sechko
- The Application of Sequential Pattern Mining Techniques on MIMIC-IV 136-149
  Cecilia Mariciuc, Madalina Raschip
- Evaluation of the Gene Expression Profiles Complex Proximity Metric Effectiveness Based on a Hybrid Technique of Gene Expression Data Extraction 150-160
  Lyudmyla Yasinska-Damri, Igor Liakh, Sergii Babichev, Bohdan Durnyak
- New Application of Blood Pressure Monitor with Software Environment Oranta-AO based on Arterial Oscillography Methods 161-171
  Dmytro Vakulenko, Hryhoriy Zaspa, Sergiy Lupenko
- Theoretical and Applied Principles of Information Technology for Supporting Medical Decision-Making Taking into Account the Legal Basis 172-181
  Tetiana Hovorushchenko, Yelyzaveta Hnatchuk, Alla Herts, Artem Moskalenko, Vitaliy Osyadlyi
- Complex Automatic Evaluation of the Medical Images of the Paranasal Sinuses 182-189
  Radiy Radutny, Alina Nechyporenko, Victoriia Alekseeva, Nadiia Yurevych, Andrii Lupyr , Vitaliy Gargin
- Machine learning Techniques to Predict Overweight or Obesity 190-204
  Elias Rodríguez, Elen Rodríguez, Luiz Nascimento, Aneirson da Silva, Fernando Marins
- Modeling of Heat Transfer and Deformation Processes in Biomaterials with Fractal Structure 205-212
  Volodymyr Shymanskyi, Yaroslav Sokolovskyy, Olha Mokrytska, Iryna Boretska, Oleksiy Sinkevych, Volodymyr Kryshtapovych
- ECG Analysis based on Word2Vec Model 213-222
  Yurii Oliinyk, Andrii Tereschenko, Igor Baklan, Elisa Beraudo
- Experimental Evaluation of the Effectiveness of ANN-based Numerical Data Augmentation Methods for Diagnostics Tasks 223-232
  Ivan Izonin, Roman Tkachenko, Roman Pidkostelnyi, Olena Pavliuk, Viktor Khavalko, Anatoliy Batyuk
- Analysis of Machine Learning Algorithms for Classification and Prediction of Heart Disease 233-249
  Nataliya Boyko, Iryna Dosiak
- Model of the Monitoring Process for Early Diagnosis of Patients’ Health 250-259
  Karina Melnyk, Natalia Borysova, Pavel Smolin, Iryna Dehtiarova, Iuliia Gasan, Alla Voida
- ROC Analysis of the Outcome Predictive Markers for Multiple Trauma Patients during Early Posttraumatic Period 260-268
  Myroslav Stupnytskyi, Viktor Zhukov, Tatyana Gorbach, Oleksii Biletskii, Hakan Kutucu
- Classification of X-Ray Images of the Chest Using Convolutional Neural Networks 269-282
  Lesia Mochurad, Andrii Dereviannyi, Uliana Antoniv
- Visualization of the Epidemics Forecasting Results 283-292
  Natalya Shakhovska, Ihor Darmoriz, Yaroslav Vyklyuk, Yurii Kryvenchuk, Pavlo Pukach
- Modules for Mental and Physical Health States Analysis based on User Text Input 293-301
  Artem Bashtovyi, Andriy Fechan, Vitaliy Yakovyna
- Modern Approaches to the Applying of Mathematical Methods in the Analysis of the Transport Direction of Follicular Thyrocytes 302-316
  Olha Ryabukha, Ivanna Dronyuk
- Using an Ontological Approach for Improvement of the Interval Model in the Problem of the Recurrent Laryngeal Nerve Identification During Thyroid Surgery 317-322
  Mykola Dyvak, Andriy Melnyk, Miroslav Kopnický, Libor Dostalek, Igor Krytskyi, Andriy Dyvak

2021-12-07: submitted by Ivan Izonin, metadata incl. bibliographic data published under Creative Commons CC0
2021-12-13: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|